{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from tensorflow.keras.preprocessing import image\n",
    "\n",
    "train_cats_dir = \"cats_and_dogs_small/train/cats\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "datagen = ImageDataGenerator(rotation_range=40,width_shift_range=0.2,\n",
    "                             height_shift_range=0.2,shear_range=0.2,\n",
    "                             zoom_range=0.2,horizontal_flip=True,fill_mode='nearest')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cats_and_dogs_small/train/cats\\cat.100.jpg\n"
     ]
    }
   ],
   "source": [
    "fnames = []\n",
    "for i in os.listdir(train_cats_dir):\n",
    "    a = os.path.join(train_cats_dir, i)\n",
    "    fnames.append(a)\n",
    "#fnames have the pictures names with location\n",
    "print(fnames[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=150x150 at 0x20FA19E2CC8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# lets show 1 image\n",
    "img_path = fnames[3]\n",
    "img = image.load_img(img_path, target_size=(150, 150))\n",
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# converted above picture in ndarray for data augmentaion\n",
    "x = image.img_to_array(img)\n",
    "x = x.reshape((1,) + x.shape)\n",
    "#x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# making 4 pictures from 1 picture\n",
    "\n",
    "i=0\n",
    "for batch in datagen.flow(x, batch_size=1):\n",
    "    plt.figure(i)\n",
    "    imgplot = plt.imshow(image.array_to_img(batch[0]))\n",
    "    i += 1\n",
    "    if i % 4 == 0:\n",
    "        break\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
